{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as pl\n",
    "import sys\n",
    "sys.path.append(\"../ai-sdr\")\n",
    "from Data.opnr import find_data\n",
    "from Data.rawdata import RawData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "clear = False\n",
    "init = False\n",
    "freqs = [\"50.0\",\"150.0\",\"250.0\",\"350.0\",\"450.0\",\"550.0\",\"650.0\",\"750.0\",\"850.0\",\"950.0\",\"1050.0\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "if clear:   \n",
    "    data_p = Path('../data')\n",
    "    for f in data_p.glob('*.sigmf-data'):\n",
    "        f.unlink()\n",
    "    for f in data_p.glob('*.sigmf-meta'):\n",
    "        f.unlink()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def download_data(capture_f):\n",
    "    cmd = f\"python3 ../datsrv/capture.py -f {capture_f} -d ../data -a 192.168.1.99\"\n",
    "    proc = subprocess.Popen(\n",
    "        cmd,\n",
    "        stdin=None,\n",
    "        stdout = subprocess.PIPE,\n",
    "        stderr = subprocess.PIPE,\n",
    "        shell = True)\n",
    "    outinfo, errinfo = proc.communicate()\n",
    "    print(\"STD: \",outinfo.decode('utf-8')[-30:])\n",
    "    if len(errinfo)>0:\n",
    "        print(\"ERR: \",errinfo.decode('utf-8'))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5k/blch4xw910dcskrtzns2bjz00000gn/T/ipykernel_24175/2578414115.py:8: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
      "  pl.figure()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pkGVIxjYgO3w0rBdjG5AdncrRTCUaqlaDmZ1lWo2OQNVrQKMJ1KqghQZUrQpqNAEA5vAR6HodKKXIjk4j3TSG7NXD/t3JulHQ8CDUzBxoaADmhT1Q5TJMo+HpGfN7umkMUApkCn1necDMHQUWsCysaQEFg3UoVQ5SXrsDlEuAMVCWEaA1KLGD2RKI3OC1v5FWIK2BVhsqTYBKGZQmvc/UKkBmQPMLzODVKt+vNLTWecmxXgNpBTUzCzVQh5qbB7SGSlMgSaA6vOhD5wUoGqj5gaVqNWgA1O4AxoCIWOgyZtm7BK7jPE8AxuTLi+qrymWejNodqErZMy91u1BpCSCDbLgCFS22yvkN2XcqpYBala+3C/Rw5VgBjdtXZVrY+6jdhl43CjMzy/dllsGLjA5AZRlUpcwCTb0KVamg35JCA1VfT1WvQxPxhFVKAw20hupTBrT2ZatqFarR5AEZt6vVCkKU0oDifnGClnJ+WhF/mKF6qFMphRmpQ6cJ1NEKzFANamEA6HahTTT5FepEwwNQR7nNqlphoRqAbrdzZfV71vcBEX93PAX0ahBjmhNxfxnDbUsSmIFa4AMg1wfd0SpS1077bmq3ewSdXBm1GrdvaAB6dg4gYtorxQvMIm1yZfixk2X8zPAA1FQF2fpB6P3965n7P8uY5kvQIX5GVSvQWICqVYO9XKlwvfCMWTcIdaAC1eFxpjudXB8rgIVo17xyCUgSmEbTC0QqSbgfkgSqXgM1mou3B8z3yDJepOJdsaNflgFpynXbX0G2YQjQGomdY2huHqpehV6o9jxLg3Uo1092LCFJ/DyXqxMRsrEh6H1lppHlWd+OTgeqk4QdukNUphOyzLpB6FoVanQY1G6zAGKI5/xYeAO4HCIvBAGAqpShSiWodgfZuiGoQxXmb6WQbRiCOhjmEzM6CHVkir/YuqpWK09DY/wY9GXUa0wbpaCqFdAg90M2OgCtFbcB4LVhaACq2Yaq1ZiO5RLzBgDlxnOagoYG+J1g3qPhQah5u9obw23WitccNzcNDSAbqUNPa5ihOhKlkI0MINGa16jpGaCUQlWr0NWm79P4b3fjEErdDKrR4rm2WgGaLRaIyqU8v9drfs0FEa+hFD6qU3l9CCiq3ckzcpcnXbJ/0WoDaQplNJAZIOG/KtEszSUa6GbMmCVWR5NWUO43gJ+DJbx9zmtrul0uy01qQLjW6UIRgZKE/7eMAzLMzKUSTxppyoJBFhYIlaYgIpCbvBK7ULXbLIQVhJpF6aMUv8PdnyS5Z2MNUhhcHa5TtcJSvltElIZudXMaKGid11yVUqDd4ba4ySoqy9chi7QoKe8MoBXvqtwgSxJm7FLKQlOs7VIKxP+ECbYPTZRSQCdj4ROwOwzF/e8EE6V8GX3hBIJOJy9sxPWw9HG7GqXthDQfCYRReard5bYSMX82edeoSinQYE0Bsox5ZLE6ZUwnIuI+cjtPO5n5nQ1Rro/ILSCGWNuTJMfkqRztE819pBRP+O1OoG/hmaTZ9XX0AkbKtO6njfFlaQ3VbPNfpXicES3ax7nyE80LthMk3fjNzDHHTb4/Va6fY1rmrOKGhTaK56J+9Uw0jwv3Du3mpKTnmVj7gVKJ+bUBQGmeb6xwAqWgSrYPCnWL64xOpDUptAnlEqhlr3eZRqqTAcrwjtsJa+1Ovi/tZkl1ujn6q0SDGo2+7QLA77abEk9HN6dkkalhsb5KU6gsA3WN53HTaPLYMV2e8y0NVZryhtWObT8WNPMFgftMWc2Kp13X5L574d3WidqdXBv8HJKZfLs63SCo2bapTheqk0G1OlDtLlSny23qZjzfOno4fk8SFjzKZd4U2HHB9yX+eU8/p+FyfJKmXGZGvmw0mlCDVf6bpkCZN6SqVGJ6uLHX6gDlsn3eAJ0uzPSMn3OVtrQs9lWjyZseNzcBXB9t+XcFrhhr1DOPQWUmKKzECVgVYbfLdsM0BdJoUdaa71OKf3d/AcsQlqkTHXahkZMPOQnc7mqQZV5lqip9zhHyE5b9W6n4DlNpyoxfLtnfndpUBwZXtg5uQXA2fWP6ahWKv1OWMS1UEIBUYid9t+tU9uTpasXXkzIDVa32Nqdr/O7EPevbppU1B3UBKxT5d5dLlpEVDyoVmeQ0D24PN0k5OpVKuQU2PBf1URLeGX8AgOLvSuc0T77PdP/n/SdJeACXy6FdcX9HmgCvro9V9bEwBICSsBgjM9BHZ9zDvj1OKFvsk6NHlgGdbjCN9RMM4+/G8rqlu1OPH6scT0MnPLnJs99zWgFZtFhGAlOOToX/vbnW/XV2eTfB96lf7jtFQlq5zJsYraGb3Xw7is/ZuqlS6nkk15aIlj3tdEJyRPueepbKXjglq4kiO2kX353rLyvYBL7K8xR1A10czXJ1TjSblJ2Qkas300tVbN2s1kl1MqhOZoVfw+PX8rubF5RSrO0q0tAKgsoJNoU2qRaXAadZczzFjMB9UK30pTXzbgZUKtCtThCugTAGdXgXKhVedAH+35arqlUgsdpsrXlei+vZLcyNGW+UoHjMqETz+Hfv1Cr/flfXNAFqXJZfL8olqK4BVctQLx/g7/UaqJRCDQ4Eerh5zZosPU10gd7lEl+L56Mk8UKLqtdAlTLQNaBqBarJWhW10GL+qXD5APgZN3aUAtUqfM3RKHalULpnLfDX0hRULvF6Wcpv6mAIqlrDcrG2NSgLTUBbSa3b5cHhJLROl0043cAcIApSZmzuyDJQ05o0Wi2oLPX3ODua0hpqwdjdreEytAIyFgQUMeN6WC2OUoqleq3YHOCecar4dgcoIyx8cw2ut2P8LgW1XVIG2cXEL3iO8e3EnNs5aR0Grmt3koArEPnY8AMsFSfsNGWOzntthyqXQO0O9MwCMiZGaL/SgHbaH5Ovm3u/q6efROwiqTTQbftrKkmscKn8+3nC43IUGb+4ot0Fzc6xerjV9ma7IvR8I1zTYaEMN6hQZhGuLKX5Hr8IRffGPk6RM5j3RbG7n/g5PRvViQzbhLUGkYFaaPKzyu7OEp1/txMuFprhHbGpxO9cC3WMdy3uf6t6zQmLBXhjhaMFmaBVaragm0vQfq6Rf6fVDPUVTuI6ahUWnizLCdOed3ShXu5/N7nCmic7XX6u082NT4XoPYa8VrVHk6YXp42vH1cuLMjxPFB4l2oF8wW5OcmNb4TF2mmWYnMPgFz9WCAzgSZxPWO6WIHB+2C430tlqwVm3zrVsZrMTtdr2MhpROcb/IybwwyBFha8aRhpaoVB1pQ5HnZzlHJ0suZdajYD35Hx86/jK1VKA+8V6d3pAlYwc6ZGP69aPyCQAVotUId5hppN7z8Y6G+F62abNWeunu4djk6W5sr55LXYxy4WvNFoWtpF2qpWm3/3fd+x86wBWm3uj4Umj3/bFq8BQaStgW1XPC5sWard4bXEkBVC26xt6Vit80KDzdeDdV4vK2WmQc0KiI0WaKGR7xM7H6r5Bv8GQM82/TqmDPJ850zRloep0WALhDUdotPJmbup2ejt10WwtjUoHe5wbw6JBqfTHjiNA2XGq+qRZfzXGGaANOUBViqx6s8RN1rgydrdARQmBG1t653wmyFQNws7JWfLzZzjl32/Ur6eKmGBgepV/7/f7brFPRYA7D1w9ybRb/F3V0e/Aw47K2auyEQQaReo0w2Tj0W2Yci3X5XL/FyW5d8Ta3bcb5kJJjWT5RZUyoydBN2OrfDptEM5bhdutUHU7bJqtVIONCp8zEAtr+GIaIDM8kUW6kSurtHi5c1PTnsF9PcBihczrf2OMKiK7aIzXM99B/GOCgDvOOzu00/gTsCO+atWsXxuIpVyZxH6F/soNlFEgnrxHqXz99vy/GJMBBqq96U7DMGMhGvOOTB0hM5/3G/+/rAAuXFHRMEUGtOv2CbXP50OqM47/rguPc9GfykSiBw/Op7I8Ub8cYKGiQS/6EMZL5YAkI1Eu0fnu2Ci9xYduGOnaysgOsEmCMHUW27cX4DnKT/GPJ2C1jUb4bFihuowQzXbx65+Wd60BVhTnX1/FrUddjHXQRvsxoEZrPSYo8IcYE1g8WamTx9TlsEMVAEyQfNr2Bk4F23jHHHtvOTnDaf5trQ0Q/kdPQ1Ufb14rJW9AODXBscfZPwG0d8frUnkXA4MgaplUKsNM1Tz64XTDlK7k9cGOX5yfWzHsBsXvn7dLJiELd39O21dqZvBjA6A2h1k69i/zYzUeWy1O2Fd63LwBnVtWe0OC4NZxsJK3L7MePeEmK+ckoA6HV4Dm63wm7+2/Mi+NS2gANGCAuQWk1yESWzi6XRz9lGVaG8rYwlWs1NS5AyprKDifEOc+oycPwsQJqdSwdQT7Vb9jsf5gsSCi4VyTGoXN5787PVKJSyu8SLi0GfyJCf8OCZyjGLyEwdrXAqRPHZQeGezblTPWtU/7/9GPi5xdAusQ6uqVOBDaiPaKKs6dY7A8UToFmBWv5cK9n8ewKrV9u8tPq+cfd2Q9bVQVlOUePMcUX7iLr4jt0t273Jq86gt3kEzTflTSq2QafJ1auaFWRiC6lon264TJphPKDNQgwM9feX4xL/fTTJuYova0rdNJl7gTA/tidjhMMcfEc09rCBeLIeIeEfu6mBMoJ/DsbQTjl6e7nnBodguckJTJCwo20+qEWlG7Kahp21xWQ7OdNynfYVK8p9E9323Gx+65fxp8trLHA9GvkwAmF/LpV4hrNCWuJ7xxiimXUw/lWg2PVnNqm7wgqpbHe47H5VCYYMTvcNvoEplXuxjoSkuM47ci3kirq/l45jGfdtr5yP3HqdJARnWLru52VjTlaND7CdBxCZKZwZpBq0Ej61obGs2eeU0kLGZxQTa9/CO/c35eqlOFypNvLkk54PjtJMUbZDtJpY3ESrwTcw7bqxHptGeIArXBoDNVQD7vxTrG22Y4meRJBzhStE81sfFIOeakLvQywfLxZoWUFSpxB7EacLaj0htjoqNbEgSILW2vFLKv2vN95dSZtRoR+3sks5HRZWZkZX7nub9JZxmxsPZftMkeKlr7W2uTqjxA7kYxeO9nyNzhn2vUiqvxSmqFHM7+GhSN/kB1Ne3IN4VGPZ4Ny0OPfWhua5ecR/ETK7De3ocp5Tq64gaNEF9bNbRRKCU8mrLUF6hjOh+P1jSXoHIm41iPxmlOAJJ5ScfgLVJiJ2N47bbSSUGtVosGJZLvZNjXKdooqHEmjjSxDuU+TKc/1BMi6hdypksARQjtYq2/Fz9S2lul1v0z8hpcTyN2fcnF15dfM7+Jftu95uZnuVrbgwVd/K+DMXjzSHeUMTtsAJgruy4/3POs9HYKPg1eLOoU7EXHN5z9yb5OjjBw/knQUU8laY9Zfj6ZYYF5Hgj1GeBy9PeCUFJ2AwUFvGgddM9bSPnY+J+azbDXKGjNtu+g9Ks9QSCL0ehHGV9INyc0RPlBvjNWdw/Rbo4XkTMy33NVbZvE8X1S8OmigwFc2rcN1G/AfD94hdSN+da+vTwWSQge6dXT7eiP5LKleNp5bSqWoOSiDfcPdGYUEpxWguiQBf7HvZdpLDh1cFUT249AoLjrFa8/lCIAFUDAyyopGmIbDLRnFhiv0h/zZUf+9c4Gne6PX2Kcslu0hKoetWutazldkLjcrGmfVDYjsbOS1AKaqEBlEpMNGeGcBNdyd5TrQBpwg5AnS47CTVaedWgd8AkZl6lwl8AmJ/P7dKIiG2XpRRoNHlxqtqQxlkCqhWoRpMjetrtQu4MOxFk7Pylmm1QmoJabeiBEkxkm4WxtrssQ35aKiArqGK9mcv6njjJPGqvygwAE65Fqkwf139oCpkd1GZmjhnY7q5ABGoHzYkCuL3uHc0WhwOWQvIupYPzLiJBz9e+ONHFCYKcVqLJ9nFqNqMdm52wlII+OgPjnssQNDxN6yTmJkQirrNT18d18PbzTlicY8fIgsM0AI5kqFSszZwd+ggAMkBPzcJkGVQ55CLQrQ5MpwvMzoX+cv5GjUY+N4xS0M02TFRXv+PU7OxIru7FnX70DpWUg7o161XhYyGUm3PQBnjniAxqhkMei3lvCEByaAomy0COhlH+DO/HBUDXBmCsjwNlGZABarQMmp7xApcLMY5rGPOSX+S7KuTSUFYF3ulANTv+3S6Sz4dau+ed1sr6F7gFwgsu8dhwzziHYWd6cX3m6teK6JJlUAutPB3t7yAKfRbT0dhop3aHtXRpGpklDS9EbnMR9ZPn5bhvYq0ZEWtBG02O5FlYYMfYbheqxePURT0iSTiqb3oGamAAtBBiRH0kV5bZ1ABZcP6N22Xbphrt0P4owo0AHy7saEKONo5njPHzl2q0fRRmjl61Sj6EPU3Zr3BgADQ/z+8YqLMTuuuTZpvnCFdN62PCfa15rEW+HxxRY2nbbObq6FM0ELFjcbNp1xOO5qRahWkwUANNTQMDNR7z9Sprt10eIycQpinQbgDVKmh+nt9/NOLHWoWjOwEbaWXHSrkMmp3jkN/BOvdtvcqalHKJ61KvslanUuG5plQG2vNc7/YcaGA4RK9W7LrpeclwhJndlJLlKQCcd8dt6DMDVBRUmXwdi+HYS2FtCyjtyOaeJNYPxU4wrZZ3knVhkQC8s47qlnjiShK/EPgFhgiqo/qopJ3NOIQKUjyAUg6zRZKwo5WbyKzQ4t/hJHWwBKqqFZ44XXgYwk7Gg8hHWzjkNAXumXjRd49GeT9Uor0TrhOycupj5+fRL6FTWpB84x1qpPrP1T122vS7siRc6wR7qQ+ddGrZYt4WV39rplPuOX/N+ahkucnPR5uU0uBE53bJdoKnyI5b3EGTm2yjcEN2HLZFlMsskBTgNUZW4PU0dzufeJcfa2hcjhx7nwtrzCHSssSLnad9XF4fKKWso7bVFLmIqIjefofvaGJV1RTxqNIaFEW+5OrhIh+scObooYp1cjtkv8gZm2NB5crzPBX7zLg6O15xERBkQBmi0EvKP6t0/jnn6Of8dUpJ8GtyIaXFstwzxnCSNh34nk2W1Ntvrv9LJd7UOF6NeI4QBBNv5ik6ObuyyeTpEm8Kop23Nw9EWgW4nb0LwbbCiMoMCN0Qum7YkRtK9fAdLTSs46zV5jhBOeZhh5hm0e+qWgmJz5wA6DRNRZrH93i/lYg207NWM5KF+ivFG1BXbhYJF25sx/XpZrxx8fxpBdd2G5hfYGHDjQE7nzo6Iwt5hsjmCXFlqXIJqtnmeTQzHMK70IQhYmdzOw6VUl5QgQ1fd869NL9gx5Rd17oZzEKDkxlGdeYEmDy2fdhwo8V+MAsNYHiQzcTdLGinnK9Xo2mFabvpa7ZYuHVj0valDyd3G3pXtk1i6mlnNTsq0RzSvoLs0mvaxIPUCgWlUjTBBrWgT4pWLucdYV0osX1OlUreu9yHn7mPEzzSSAWpw+LuygKQn6TLwcbpBReySbGsirfHLkxhQiOifPita1OkbiwKJ8XvOZOQvxBNEkCQ7iNTRc6OHD3nQ9q8pznyO0FnTioO7j4msNj05NrmJ/ehwVC3xd4T7fi9H1DcpkhwLdrOc4jtqk5gMGEBcCF4VPQ5ieiy6G8ug6YTdLx/QFApe7gdYuxYW1z0Y3+novBsy/OI+CPmmR46eF+YY9iHF7Mfl0uhHcYE5+wk4TBDp4KO2uIcFP33LEOyfh1/ceH3cW4HV89YoIuFsqIfGBCSx7n3RKpy3x5T4GGnIo95dLEx4XxcnENzMXLH5Sxx97oyrNrc+SYUbfq+zxbxy/GO9r4evfwMrfNzRyzQOTihzZl/K2XrxG6435IE3jEXyGmGcsUtNPxcFs813g+pMBdQtdKX12KTaqh3H+HG+/r1P0bBHJmyZo3wPu9062jsfAedoFIIhaU0ydexjyl5SX8KJ2hYbRa5CLI0ARLN70+C4MJzjQ7v1H3mKyegxQJisV5ZxvNUp8tmHYDfmWhQxTq0llK+VkqtcBKNHWdCLJW4Tx1PWw1hzr0hGjNO++jGgEpjE5gOLhKlEmvr+q0vi2BNCyjk8pyUUlCFB5V3cLW+J3C+J+5/l7xHcww4X0vz9rdSGj6OmdKE77eZY3t8L4CwEwR8DDg71dpBarUHTptRXITc7p5a7fzk2ePgVrjmFiO7wHmnqshEo5ZQq9GWsbxmw+9EiwPTMuDAQLgWS852lxbnQAjmsnwUUWw7ZadmHSazXI6RwkThdiTeV6acUxlSXK6xPh2R8663B8cLtBv8RRplGZvnisLAYot50cmsQKNgq7ZtiDVdTjiL6VBEH5r7S8Vn+vnLFBE73RWFweg5b4bMvV8FgT2+FmUQ9RN/wXGcCgsltVqcL8J+h9Z+Ifd1Ly7Y8STtNg+x783gANfbLWIue3GdM3X2RBL08duJ+c1/L/Kjm2tiH40+GjcA/N2ZBryjam9fk6FFPz1OkkDe78Lx1KYNYdGINMhRIRxO7HJgjA6HBctrEkNyOd+OWHgrovCbSpJcPwJgk0KxzU6L5LWsKt+vbp6L+9xF5DQaLAhEzsVcUNRvxYzXLi+JG3OG8v2f5edXcn4ltp7O/KKGB5cWqmx+GQBsapqb53wnhqzWMfAHFeiU821xMIY3k06AN4bXJIDnV5sxF1qxH0i5HDYKxq5J3cjE0+6wwOKCD1LrLuHWp1LKpqxSyvTsl+sroqunRa3Kz8brbqXMZdnggeViTQsoar7hY81Vs+3Dh53mgOYXWA2YaI4714rDnrQKWftch8bOWZ0uKE04v0OrHcowxOnwBwfCYDLR4HXe2kqx+qzZ4sEQ2fnRCmo/5VTYzZZdCKwpolyyWUU5I2aP45mdxN01FXe8ExDc787EES/SVgPiHZuaHa+ejp0BeybCZstOvFkoUym/qHqTiJWqc06GtRrXyaZyVkrxgHCOYKVSMM1EE6qPIIps004NyvbgUuTcVnDAc4JS5LjmfTWcb4Pd5Smr5fLP2QmTGk17T6Re1ronrwYZTjDlF5JiQjuAJ0prDulxFLT1yGk93PVy/2R13hHT8YeK2hO/u+BkyvQMk0q8IMcClOeXdaOer7yp0D3jcvy4+9tsZmXbfisIF0r11Qpo5zw+PcN94PJLtNo5oaNo8vS7NatWd7+pCjur0kIjMvtq9qtwbbfJp+KPKi4QjnbOsdQ7WyaBPxw/2oVMKRUmX6ux8Y6Nrhyb46OXEFF7XBX6aVEMBb8XKyCpkaHcoq+U4pwbTsCKTEhxGUTEPgrtNpQhTmOecBZfNcdzp9+Vu81To2nnBh3GDZCnifP/cxsmrb3m1SUKi+cv72hpza0uGZp30na0c/NMYulYqbBvSFFgd06zrVbQkrRa/l0ufNb7mdhcOb6sTjcqMzJRw2pSG40QFhz3UZJ4nzIAQKvtzfLUaLLfi6WrmrNZup2paHaeaWs1ST7/iTO1O14l4/NFqSSBWrD5XeLsvQAfx1Ipc1mz89BzC1Cz8zbvCa+XNDsLmp23G2Ly2YJdHhg132B/o0bT/w1zo9WSxuufWwMaTaj5Bq/P7Q4/P9/gv7NzvULdEljTAgoNsAMQDdb5DJtqlZm8VuX/B+rsfFRK+Z5qBRgZBNUrwNg6oJRyTHq9CmhrCrLSnhmsgaoV0NAAaHiQD0mqV0FDAwCRja+3KmA7abjwMCKCsc/BEGiAdylqaJAZPFaXRgtlLMVSZnjyiG3HQK5zfShjFux8IWlbkt+hW4GEul2WcOPwXRfv7lKKW7u/8/Xwr6hW+CwVN8n40EKTz8ngnOMym8p/0wa+FsXME1GUuKflbZVul+k1IU6at9f839hRsVIOvh21aqAL2Z2KPZyxGEXkvNopy3iH4w7yco6nLn+FzWdgiR6eGd8IlwdBaQW1ZTyfhCzWlBnDas4N6zjLou+7kGSPiNinw5mT7HVoG0rqnGctn3Bf6aDujsLRc+93/RrRzanlfQp2t8gOD/Vo5sxwPfjpOO2I00y4zMzufusMS1kWtJfOabCghSFDrPI1BDM9w+NvYiPXe3QoeqcJ2sboN8cXOadT70dizwuyWZrJRfD5XBMm/9EuHFV5rYFLOOb6KP4bzAXBdykn/JqIT6w2w9cDCD4ahXowD7AglGwcC7wUR2o4Hw/bRrLOqbk+WAgO9UBew5aL9rALPM3MgipWtZ8mIQuqU/3HG7jNm3Ljxrc9HlsuPNuZMCL+4cRixtMWdt70h206AT82BcT0dtreiTE+y8r5lbmDILMMesCeO1QucaSjiszykTkDVsPt62KMP8/N3xcJ+SrRzKdK+fk9pzlKgv8cDdTCBqtqDwtcP8LjdXgwtAXgM3aSBGpsPc+b1SofDBubeIxhgaZc8mPCDA0EbXeivXlcDdS5flrxGpYmoHXDPF+MDrF2rNvl9dCmolADdc48OzTA9R8eZH+awTr/dXWOzZtR3VykmF8zR4d43R0a4DJrVf6swEl2TQsofgIsl7ypx/l7qISd96hcApUiVaOdUKmUsFOR24E51akhVptpAKkGVUtBTZXYdPexE1q8U3aTPQCqJH4yoqpdkBYafHBXPEDczsD5jFRKPnGbUy2q0ZGepvfswIF8Gup6PlW9d1BUqidkkA4f5X/cYJsY85KxrlS8+tQlmaKWjchx6fBj+3nBbqzqNdBgjdtUq+X8FXJ/4/o4E5cxec2Ro7mD9TPyk/6mDfm2GQOqVwq5GSI/neiQO7SskFQcdP0Sg9l6UC2clookAdXK3rlRj44Es5orP035nlo59x4APmQWlbLnwxxtCqY+2LwxPOFHgpfp4w8RP1t4T2weAGCF9YL2x5pEVLmc2yFSlvlEaDnYXZYZqFhh242XRcxM/l9CZz0nczPV2IeinybBAFs2hf8RhC6YKALKRprRACdA9CdtF01gRQdwX7bOa5aK/OoEQbfjdW2NeI6qztctZSE/M/6MncWcmPX6UZjx9TlH2X4Os+6slR7yzM7lBfn4cExHM2PYRKKsptA6NlK9ymnRC2Yz97w3K8Au2ONj4Z3o5SmmC18z/fgF3Pcua66PPorHntbBVJNloFrFO4XmNgXuBOOzNluNQ5SszgRzVTxmqBbNA0BImggEV4EYViPm5nX/XMEnRnWz/FxfSnndqZatT4gOm45qKdDH0bxPRmLngxT87lRIVqdYeHIaO3KmnLL1/Shx9CpKaWhzkgRhOdb+ASGE2wZRUB/NX+5IA6u9dAIulRJup3WXoErJ8tQiY60P1raA4hjO2Xbdd+c13M2spzyxGi/L+G/X8GFNWcYJa3xyLMtsmYFqZUDXcFId9+6Mwqm38cB1UraLrwegGx2eOLQKSYWK9uNI5e6cb93pyWpkODzTake+GyoM1ojxAZbSvWNbFtUzt7BG5i2HpODUFKvjI6ZUmT3W3YbPFs9+ydlMnRq52YSa5x00NZs5ezY59WxxEnRRAc5kgLwKWZWtbZeM72eHXDSN1hzvH5cRObjRQsNf81qMubnQprh/3LPuvUrxeRaA16Kp/a8GWjmbq9t9albDqnbXJ0nKCZjGAONjwRwY1cHRgyeicJaSN6vFAkeiYeYXoMfW59TjPSYNp+52k0vNnrlRiDwCAPWTl/n/LZvyZhalbCZLk3+/Ew4oUhsDiJOQOcE+Ozqd67tkgVXaeqEd2uz4N1b3l1JQWmhTmnJm09gmHgm55MxG8dhw/W8Xai/g2bKCiUb1PBNonoRNhjuvKTYjeefoxM+4ev1oSJho2wOtoW1SPjSavcKQLzAy1WoFc/govDkiNk3osJA5E01ORa918BmKx6DTKlja5cxaWvtDBaE5dTwN1sLiBPT6u7l6aM0RXN6s5nLH5H0tVGLzZdgzvJTivCDYMMpj32kJMg7tV5UKkuHBXNnKaW+tidTXXUVznDN92zr5NkZ1zGVwdv3vTL5OCxzPf2nq22oOHMoLa2STFxoKCdPic9/KJShr4qfZ2R4TV+DrjLVYAL+vUgbWjcA5xIII5uCrvFaV0rBmGXiTVq6v3fjsdMPm0Anjzpm2UuH109XBmaCTQEs6a5yvOe1s5tpr+DcX1r+IA3g/rOkwY9VoQpnIc9zZ+9w5OIkOZ3HEqrJqhYnudlLGBFVkuwTV7YbDl7qRl7KL+bfphTmPggEycKjZQiPsIqZ5B2M6XejZBbaFq+DT4GPHLTP4PBMu50G5BDU7D2ND6bwwkHFeB9jzcQAA520BntsDLCwEwWFuLpgmnMrdlqXHN4L2H+Bntc7nVOl02HZoQ/XU8BBgFxHVyce7U6vtpW/v9GdD7NzgoiwD9h0A6nUWCAYGgsQeJaxj9W4QMH2fFv4C4GMH/K4oC7ku5hswkfAVzFdWjW37iwzxgOkXGhwpI5zZKA5lJIBzTBgDvDKZe9YcPhJyMJRSYKbLAl1knlLFiAc3GaQuqsK4RrLWwpjQ9vEx4OX9UOMbrYDX5olqapp3OM6mTTatdpScyyVMU7Uaa8AQzBOUZVCDAzAHD8EcfDW38yYEnwU1M8/5IpyZITNcP3dAZEQzAFDNLi8g554FenFvgdCm8NVq7H70Iqv7ZxdgXJizG2ORE7qqVaGn55HZ3Bm5/Du2fkrzxEhde7J4o8H+Y11br4guZKxZ05aRrBuFefUw075UCv1izTzB38oJO1brZWlBzaaniT4yC9OxaeEN+HcrYENp74MBZ2o0nFJA79kP089eT9ERDUSB9vEtpRK3sVYN/WwoxxPMf1U/pyhntnHHGThB05ljrH+Qnp3n9ti+Vm02pZlZK9y7DM2ZAaido68CwgGrZ28GfrLHz4dMX+YhGlsHtWef1dRWWAM7PcdttHO2mpqFtlpZ8nSx5taZeWsqqbDfYbsNXanAdLve78m0WtBbeFGldhvqvLNBL+7ltAV+zrDa+EhDRg2OXNKzDT8eYAwwOGDXh4jG1QqwsGDzLiWctyRNuH6dDgic7kIfmWX6TM/BNFtMkybnzEkmNiHbf8DzKwDouQZr1mfmvT+KsVmznQO4np7jOWR2AVSrQLcaoAqHNnu3g/lGMNM3GjALC0hs3biOXaiZOVCnDTU169P355LntTtAyXJfp8O5kZx1wm0QlArjIusfEdYPa1uDAgR7qYvWAHKSnY/CcYuAl6KVj+aJNR/eqVBHzziVVRKk2NyuCmESz0m77v1W8vS71XJBxR9rHWKHVhuSnHu/iiRp2/HtjQP2mdB+6vSqsaHZdts4fyzsYtwpnN7mqkHTM3yuBQAzMuC1Kd11NRu+Z4KNONo99NDDSeFWSPKTvKNP5FjLv0eOasWPew7ImQWgk7y6Mn63Nbt4WmnF7S2GLy6lZbD1ysH97v1gtF9sPIr+GO7noSqbvOLy7V8arFm7v9MysanI3+P8PwZqgRd76qaDZsP2gxoa8nQ1P7UFUAp60xi8E6i2Z0AVtCPFKAKvZYjaSQPsp6DHNvjnXHu6G1iL0HoDmyjjqDKu6iImH7szL2qHipEN5uCrfrz2cyIGWH2vlEI2YHlk4/pAo+hevW4U8Rk42cbRwAvWh8JXw0UcxfQvCBLef0trPqLeti0bsUdEOFOH01x6LQvXgTrdkBtkMUQCrddGOBr4U8sjk6Yduzn6+GyyGtlwFWpoEGakDlMv5+caoGds+u8HXs1n9dVOO5qPWlNKoTscsjW3Nw0iqlyICDMGpl4Kgsyo1Q44bW6ikQ0x/bTTNDuBuqDVRZX9DZVSUOtHfWSRFyAqZZgqZzfN1tXhzexcYe7amhX23DoRmyiMgd40xjzozpqK6OAETqdFMpUSTDkNa5KrqzPZ2I1KPN9nG0d6+BVaoXX+JiDRLBjaDQu5oz2cNtzyV7Z+gPt4tA6kCbobBnNt5LbkNTZs7mXLgGk0/QG3XnttQ5r9pqHdDeueC6v2a7PV1sUHqS4Da1pAMSODyNYPw6wbghkdZCefWg3KOsnS6BDMyADM6CDMBnvf2AiydQP8/7ohmA3DfOBZrcqZFWtVmNEhvmewys+P2PtHB2A2DENZp6qc0AB4lSIAZJtGkI3x4DFz80GaBIIaN4J3AkxtUqgKOyfxC/I5T2BM0J4QgRSALMP8O7b2OqvFDGifbY+mQap1jo+R4EXNEPaZDQRhqjVa8rswPdBnkXVlxrbTnECn/a6M1a5J2D3FC5FTH75hIh/67P5Gdl2anWUhRGs+CMsNZPtcNlDJTah63ah9j+qtd0+oX36C9mnMCypxH5URaQXM0EDwg4jCGE21lKOpay+VS8hqpXz4YaEuzpeBUh2ch+PojDh/wr4DXp2dbZ3wQltW58nYjAxY4dj2j80Im2t34eNOPVVJtJDbtpixkR6BsjPIkV5ZRffWz5kyFxH+/AmrTkOhdG6xo8hME6JKdHAeduVYTaip2j575UA+LNl+svHRUIU0BVWiRahgAiBn0kI0vihoWJwZAICPMnP3Z7Yexi2CfcwHni7FcNzFEG9YvFBlBb3CfMD5lYLJw53HAwBZjUNhs2qKrFbiUG1Lq5jnu+MjgfbWzyHbOOLL875w8TixNMxqgfa6Y/y4VC7/lBXW0oPToW/Ghvmgu40joC6X1R0ssxNomnKiN5cUzdIz28TOqNmGISy8aQO/xx52qoYGbd3ZSd7UbGCCE9RqpdC/1QpMmQUTt1lQQxzCnq0fZKFzbBiqlDINkgTYeranjRqos0/a4ABoZAimmsLUUh5/bv5VCmZ0kMfnxpEw3zteV8gLhimXlVU0r3vlst/0qGrVz41mwzC/c2wY3XoJ2dgwsnqJ18Mq85YZHeK5tpTa6FTNa1y5hPYbRgFDyMZGeLPnT2bW3tfObzbSFPTSK0x7uyZnG4aQrR9GtoHXYRoZhBoe7OujtChrL/vOVQhTTUElnrBNJeUEOJEzGDvplGBqJZhywp9KyveW+DulGlSy4XKKk+hQJYEps1MPldnW7Z8tR97wRN6BlIhgfvocv6uhJHpvPGm5XbD1efHX7SLdHWYG6w5X2bnXRy9wOf58F3uSs0pTVB76MQBgflPkaW/rocc3sn9BlExu+AeHfJkcJRLtVJ007NJ3q7CYtIf6sItz1LSChvOoz3nMOzWfCaam9s+dH97hduQmOi00yzC3bcyePWHyH8CrrPXEJnRHrbanWgrCjm1TZ8QOho7NOmmjRnzabxedYAzaF50f2uSdZDNvPvEHwbmoEVeXONwOvLiodief78PeW3rpENojbDJQW8b57+ZNMINldEbKMPUQqqwrFWRnbfRlZYMckaL27Ec2WAF1un5H7k1X8UJpaWHK3EY9Moxkjo9aoHIazAwAsiNHF2m7sWauED2lN45B11l47gwy/2b1Uk8/NUeZL+q7fxxMUKpXWNHVyEkxjtRxu2I3xmy0GDulBkdqF1HnecqE56jCdegMpp7XXW6QOPIFkUxIF5yH5Jm94R5LF7LHVKiIHkXa5/gV6OGpbs1GjFSc/4Od4G20kTlwKNDFOsf3CnGxpiQJtOoXpdLp5OgBQ6A3nxup3t3YM9yXWqNbT9CtJ7xx0yoXzeTmNt+ebecBWsGUdG4OSTasy7XbPdutJ/57+sRPAk+NbYCq15FsHgdlGczkQf+s419TZofOrJIgq1mBPT67LIKpWgfRVKMzYLUyFSvUp4mPWsErB5BVOfQ/ffIFruOAva/bRfvnzmfBjShELNlgCFNlnjcl1vxkVTbTZyNVv4mklOeG7KyNoEoKU03QGSpBvXwg0CfL2M+r0+U1iaLUBwD00y/m5863bYWppKj/cBLqhVfYZOuEWRdVCrs+tjtobawjq2m01ldgUgUqpyjv5fFOtVK0SbV9bdvTGeIxY6qpPWIhiqSM+dAQzPlnh7WvknDZWsHUrGNwmf/ypqiP5nQRrGkBhdxuKw2qVrLezH7Xl3C6ZIrzehC8oEHuN7fztrsjRcTPJoqFmMSeV6P50DoH72HvJHCrcqZEc/3c6cW2DJVomLl5fs6V7ex1SQLd5tOGVUbRJBLd61Rs7pmo/vXDWdi1eBOLU9uF+2jyUDAlAX635XMSaO3bWDqywAtumkLH/hmZgdp6dkiy5lTtOtj13a7dqR97tCEIO9Bckjf7nO6Qp59LOuS1PW5wtNpQ7eAImWuX1ux07OqWaNCRo572/pC9+JmCmc05Iro65kx5ccSPo4tdiM1PXgrEipyPaWaW+zZJsPBmVg13JkagF9rsvO1s6M4EGe2KlU1Fzr4pdkGMNQwx77s2JAnKL73KO6OjU1A/fpGr9Oye3n6ItQoFx0jvdKmsOaLAv6WfTOaehdbQXbAgaaPqUDxY0QkrseYqbq9zHHcRCi4Phsv94sqLdptA0OCxSYMXcZWR93NyOVJyvPb8Xt+e5MiczyvhtaJuPnGO7+7ZUilP+5g3iACVb5PusHNzOjnFC1OZNVrti7aGMpwW4NBhz1Mg48OPVSlKduXq4eYKV7bje6fmt/Twpm83Lp1JJEk4F0qiobuEpG3CxsiNpVgj4trTDup61xalNZtWin1p+8HPNRnnc/E81e16k1yOF92cGjvxdyPhv5+myfpIUKIx8uSRMF9aHqPMwMxZPxXDBx0Wj8hwWlidWbNYEtoeBzdQEmkSlAoaD4A14lqx0zcAEHheA4KTbpKE857cO6x5mAMesjz9FbfPHDkahIXU1ZvHGdfD5lAyBJUBioDqYy+CEgVjtR1+7ES+gO4ka9UlP9Ypy0Ifuk12HJ2nEfpJRWuu2xfbdRiRj9pysKadZNPZVuBNIqhW2zvFkVZQcw0kHRt2plQ4A4SIzybYf5Anz/GxcEZApws9Zw/2S3WIwHEOk0rxBGdMtLNOoIaGkEw3fKcl81aTYM+aUeWyD0ekNp+7oGAl1+jcG/3sXmTzC9DNLlSrG+3gIrW1dSZVSrFjlrVxD9z/NDviuTC9bhfZ5MFw1o7qdfTzqkRj+GwhlygrysCp160D1g2jtGBCPoZmC1RO2QG0WvGOU65d7qBAX4Z1XnUaknSqFfKuWCdIKM0H0FkGHnh0L6hU5sRBgwN8uFYB2atHoCc2gLpdpD98CcbVf3AA1GgiWQhn/cAQZ3N0dXQ0Hx4Gul2ks1Fip5xJzU4ori0FG6o/dA1s7uH+jSYMQ6FdgwOoPbYHlGVImtxX6Vwb+PGLqB0cAQ3WYZz6NEmgpxe4T4FwmJtSUF0DUsyfubo6R8FoEsgOHgJ1ukjWj/ozPnKTcdQvOYHRvyDL/Z8dOOR5Kl3gOpmp6eBjZemUtkykcTB+ISdDzFOjQzAv7OFEhc65uEh/r/kzIFI9tI/rleMp1zcd3vmnjXDeEvV53B8wCMAcfDU4bEft8ahUfFItVa+FyDGyGrpWi7Uf3S7S2XYu/DRpM02yVya5vVZwV06jh16NSeApApDxWHHohjki50Q5NAhzdMrT0J/tMzgANdPI5W9BtQpVLvPCqTR0K2NBwgYDOJ8R4+a22SbvtDtd6B/+BGp4CMl8G6pegzk6BepmUGiziTM2QSqFpJX3ydKjIzCHG8gOvsq5QlodmDh7rSEk80zDdLbFfTnTBHQVemrO1xEAkg3rgdEhZM+/BN3mBT+ZawEHD7Oz6Rw/rxutkJOl24VuZ7lAhMqr9pDMLEPpaNNqDUzw67LJPvUCJ7JLml2YRpPnjyTh+tlndJO1bua5F6HPeQN0u4LSTyZ5HcmyHG+g1eK2+o1wN8evybpRpsNMywsRvr8blj86be/Anszy2TlJy60hgJmehZ7jgxZNq8N0cqamdof79Ccvw7RaSJs8ZpLZJlS9DjMzEw0YOyclCbsszERr32zLb/C9ZlIDqtW1Z6+9Ts7iMbUUpl5mE85AxaeXZ0czDapW+Fo1BdWsqcfdWyvBzM1z1EelHM4PKPE7qWrNQLUSl2E/VCv1r8zGdTAv7vWTvjMP5XZ3zg8l2nFRo5HbLZhGEyADPbtQcKSyC0ejkd/BOf8GKwWHzIfaRyRQq5XTwMQ7gJxGwH137wWAQ4cBMuhuGES3pr2GAGRtt0BPAjSHXBmuHW6yfPr5sCOJNBjxwuqdCwGfYbQYjuj4QCkVnDgBnxU2q0eZT+OJP87ma6O21FPP5+re479TuBaXBQRTGL9e9TzjQDbaobKP25dZnjJT0xGvaGDDKMxLLwd6lFPvv+Q0gB1n4nHlF3w1+GZrIik6XarF6xi3Me5HZyZxOSuyWpK7Hv/frRYcjWOHYTLobmIfreLhlsV35ehaqJdzBCVDUM+8EGlJnfnNLq4l3bdNuXbHjs66t+1F3gIQnBItaG6er7U7UOUykv1HcmWaUugXHWuOzNI8FwowXo3vfTf61JP6jBfmqXWgvfvy77RJ/kzKfWTKCajs5qS89lApBXXgiI0gMt4x09RKXuvqtMT9simbchh3jk5+nmq2YA4dztOejB8fWY21LdlAGVmJw3izVw+HcsigOzZky0kBQ8gGylBWS5PV7WbV+/8Ye2+Sr9OzLwWT5I9+ArXvUNA8AV5D5ea/rMrzj6mxWdw7ZGvFqe2dw/5AFVTSMDOzHCkVCX/Krg2qwZmZdaWSS66nFGvuVaUC9dTzbF6K6EoVG94cPUNVzsxMWsEkGmT7l2ohf4upcp4gVa34I19chFtWcf6QJX+CdV+eGlsP82KYp6jGfnZUTmEGy+zwXCmxSa6UYiV5UNa0BgWEnHo9F90B2NNuIzW81kDXgEoh34i/BngBQmXW8TTSzvTcZ1XLimxnWWk3d36EUoGptcrvfBxi4cVpE8CmJnekd6yC41uDqhKddvgfCBoRwDtnZUenoYo8ES9g0XvJ1j2zwoGZm4ceGkLS6KA8nRfO0uf3+5N+lVIgUFDHFxdJq/5zOShMu4MkaksuyVtsp7Q5QKjRDO0CQDa8XA8OAO2spz1kn0vnQzSTMqx1AJwvgiWK3cmYVovDFl1fuLKQcT9rzTkFCmWZ6Pj5HpABdMiV4E+F1Rq0Z59Vk+dPiA0JuaxGwTqVJY0On5uRJNCtLogMqk+/ApMkINPNC0Ux/e0uzbQ7eX8PxLervjzhr0f/O54CgNJMe9HnKlNRv8SaDzK8w5tvwzitgH95LFhF0T79eMrB8VSzhaTGUSLkBNBmBwQgnetNia4K/5Otp3JayUXa5XgLQAiZB/ImTDI2tYDOvSed55BQgqWNbVf62HOBR/qFFvuKRhsWZ8rpV884BXw0T6lOF6bdLkQSKsBolGa4vqXZNkgBqm21GYBNQmnr58KJbV2pZU+7tVol6nSsWULlFlkAqBxYyGe1tY7kul6HmZ1lbVqSp5myPhna5l9RhpjvADYdu6iqzCCZb8EASJ/bx+V3g8OpckJWZlijXmL/qXTe1TfQy8G0O0j8ac+RNl0rlCanYXSUa8n2j8v1oqJ36eEhUCeDdtqMPk76AECvTPrNFLW5P+I8QtTuwLQ7UITcfAgDv7H07gPW5zGZ7/B6lwULgqdtzGuxaR7RmCFOotd37iDDqRzcPAfWWnqTkyE2Q7v5vM9mZCmsaQElmZpH0pwF3IFX9mRNajRBjSa01khaHU50Vg5SM5VSqMz4aVHNzHNse6fLKk6X7hkIhI1sZybSQHgHvr37WHVt7eb66Dx3bMy4SRLyiGTwEm9ud93pAuDcHqrd8VEJCtHEpaPnkgQqpbzJJrYROtWuExBi+ykAl4HQ/+/NYCa0L9FQeydRSbfk1eOtVkhXTwSFDsi1q5Q/P8a3j6IYeBda6EwLOvLkj3fNhcRPjh5mYQGgGvQL+0L65MKz6Y9fCc5tGeeNUIhopxRQLvkcDouVRSak7o8nWJ9mu9jOyGE1V5ZWKGaIVDMNX0fV4GgEyjLglQPMU65O8+5coARotFk+n5v3NITRvbS3OyLnD+HNfa6eru8j23JP6GyBpsFeraGnG+GwzcL95anAH1AqnCuiNEdfvLS/h27eH8U6TDuecgty38P13OnISvPurFSyx9TzmS0ol9kEEdez0CYiTsLo81oUy/L3t3I84lO1O18vR/tSGWZmBtpFwlgks80wZjrdELIMeDoqb84p0Mb6UcH6obiTw/0oK/RBjvZO67mPc/f0JlNTbGrUCqrR4Xe2O2FjV3jG96V1DE6OzIVx1ghtLJajXni5N9U5NTzP+fa5OazdRjo5xevvc/xsenCGM646DarTDGoF9cpBfm5hAapWRXJ03s9TyeE5zg+z0PC5spAk7B9SHPfxidtpCrTbrL02hjejSvvzo9JDM0C5hPTgDCjRSF6dDdFk07PesVstNHnP684PK4xF138EeFcAZRPp+Qi12VnWsB+dy9VZzTdgYOdExfOoPjIH0gmSeTv+iZAZQnpoGlSvI2u3oWcaIKVg5hu8dtkMxwCQzrX9e7qLHDhLhpDtm8zNU+robOSD5QQTa7ptNPJHvRwDa1pAARHM7BwPcq/lsIRwg8sYmJlZaO9VTj7zKLXbcHH3PSfRRv4qOUQRBnGeC5+e2R5AFbL3mfC7e5/zqidO4kWAjyZx7zFT0yx1R1EEvm4usgLISfXURyAw1ueCd1HEZRTbpexOJ0OI7ImQHZkCACSGvFBHhvKmHWenJcNCCjqsXSkgn3Y+2I/7+XbkEGk1fNSCHVjFHVfuXreA2Od89I5WnvZmdjbUr3iEu4+QcH4yBX+EYvva7d7f4n6OBV6HyUO2f8mrtUEGmfMXsXXS3QxmocGTG1kVdKNhwyUp0F7n/Sxis0qPOS6K+lmqXVFj/IJAmYE+OsOLeh+kk1P+WtHzP3v11ZwJwL++UL/l0D6XX8UljSMDVgMEwagnOV6MmKemZ33EVl8SxO11c0eB783cPNchHckfD1BKgt8IGZjoEDumj+oRTnz9neOkE6Kcg/BS4yZ+DuDD65TOtcH7lSU8JpBGGmCtfSRQ/Ew8jqnbhbJ+Ho62JkrytpRmjl9AHHFjfScUkKd9l6MD3Vvo0GHQT5/DdY3yavhINMWm8qTMScmM5SnnD0J2DLkNB6WaaRrNG76tSgV629PpvYaI2JSmDXEZs/Nc/8wKusaAZnn+MUemoIcH2S/DZVRdDG598fTogDKdN3kfnsrz4dRMzq+IrD8lOm1uX6E8esM4MDUF1Wrn/Rw7naAps21XRD08E15kesaXM1e5tsCaYZlXX0caFFqwZzc4laNzkLU2VWq2fJp6cjbRbpd3sHGyqUYjZP/rdtnepqxmwe3MrATpJe/ISdbDCTsAn94IeMbw9nsraJAhKEXwjqu+MtGCsdAIAyZiMLfg9Qz8JZnelqVDHXOP+vsWZ6CexFFx9Iqrp+EMnkSRkLZEnXqcIYv06AOfyZALXF5Z7jkv5FHOIbdfm3L1NDZLLtGyyup5vl9Z/cqMJwHHe46n5haCSYEomHTcdUNQCYLHvTdJarAaYpH2gYWNY3g/BDgzGYDs6NSi7cpemQw5cYobgLh9MYo8FTl4Lpf2+fBk5jH9wive2bjfe3I8dayyinX0m5oCL7p3xu8xCEKN1XxRkuTL6kcX936v9tWhv5agSa5dTtO2yDMu/Tq6pmeDtWQ5JlqkrMaRfycgCYtVLgouV7DyEYD9xnN26FWmSVQn1crytF+s/fPz/jlz+AjPwZ2un8uJCLpr4I9I6NdGp012wnPhsFcXdk2zs6y9i89BcmnlrXZaZcEZejF6eC0pYDcOvfMbFbNgu3d6h36O8lH2LCrftwD7SdkcWz6s3foqxnzvMmCb4ZCPa0k4Og/XofYdCusnwIKJS+7WXr6T7NoWUBoNUJcFFJ8PIDpZ1ywsBLOHjbzJdT7gBRm/+3cq+347csfUccp0MpFgEKUwn4+iJVxRllkdE+W0CbFw4bQzrZY30/jyAI5AUTpMgEUVfI5Ixu8mKYNnlN77gsbBC11EQC5BhMo9W5SovbnLaMCEDIN9y1F2QHS6IYLD1XcZ8ItPISKn331+hxiZXSgDFKkebVK/XYJ/ztEmbteitAyLFGVZKOsYMPMLwWzAv/g60cxMMK8cnYY/DdWlaHe7eFIF3urfZ7m8KerYk71/zmsOsWS7cvR2OyggaJEKdSvWL37HsnnKmWptH9DMHOfnsc7n/pFF60v9+zmq7+I01IEXXX4Ze/yBQ3JoCpntL99P/crKCXIR3ZzwFWlFjgVfR98H+TagY8Npj87y0RyHp/g5u3FzKfxzz8Q0L9IjXiyL/du3ggSzsBD4OernHq2ARXJ4ClnsE9KHp3o0Z3Ed3bsNQR2ZXlQLCCJeH1yfWWdeWI0zdbugPa9wHZUGMnv6eTc/1yPLgOk5diB2WgQyi4+diIaBp/rT3CPiCcrgBYJket5HIIE4vDqZYquDabV6woZdnZLDM8i6XSSHZ2AKfN9vM+yuJ0dmWdMLeA1arKVZSSZZRcvS664uzMzMYGRkBO9U70aKtMCcsUbjGHvCPgN/Wc8uh2T9VPkrQb86nahnjvfdwPG352RiqfYcT1tPNo63vvE1nbCJ7HS3b7XT3tVhNdQFCP22GuHq5qIscpuvY+C1zj3L4aP4nuWUV5yzFnum2CfF+45V56V4rFhnh9fKi8upo/stl5o/C9aBY80f8fMr4dljrJ1d6uA7+AtMT09jeHh4yVetaQ0KMwWWnoBWwtCLlhEx4EqfO14cb11P5rtfS3sEy8Oy+7DgKyXoj9VGn2VqPU4LIlMV/10B7V7r3LPU8+7aSvtypWNpxc/R0t9X8ttKsZKy+7ZvBXz4Wnj2NW4OjuG9tIZwLEZYzgA41m/Hes9ruVcgOBaEnwQCxqkcCyeqLKLVN4ZXui6eiPeuAGeOgHIyUJTcVxtzCRgna5CdLKzGOgkEZzpk3J0anMB1UwQUgWAtQiZbwcmC8NbKsNrp1U9zs0YsASKgCASnGq8XX57VNHGvlrqslnr0w2qum+C1Yw32rwgoAsGpxhqcKAQCgeBUY0UCSpZl+MQnPoGtW7eiVqvh/PPPxx/+4R+imETsk5/8JDZv3oxarYYdO3bg2Wefzb3nyJEjuPrqqzE8PIzR0VF88IMfxNzcXLG4E4vXy671ZEIWVkERwhOCtY4znYfX8Nq3IgHlT/7kT/CFL3wB//k//2c8/fTT+JM/+RPcdttt+PznP+/vue222/C5z30Ot99+Ox566CEMDAzg8ssvR7MZ0j1fffXVeOqpp3DvvffinnvuwV//9V/j+uuvP3Gt6ocznQkFawdreMIQvEZI3wtONdbw2reiRG3vete7MD4+ji9+8Yv+t6uuugq1Wg1f+cpXQETYsmULbrzxRvzLf/kvAQDT09MYHx/Hl770Jbz3ve/F008/jW3btuHhhx/GxRdfDAD49re/jSuvvBIvv/wytmzZcsx6+ERt+DWkqnTM+wWCVYXVkjRMcOohfS94nWMlidpWpEH5hV/4Bdx///348Y9/DAD4wQ9+gO9+97u44oorAAAvvPACJicnsWPHDv/MyMgILrnkEuzevRsAsHv3boyOjnrhBAB27NgBrTUeeuihvuW2Wi3MzMzkPgKBQCAQCM5crCiT7Mc//nHMzMzgggsuQJIkyLIMf/RHf4Srr74aADA5yUd5j4+P554bHx/31yYnJ7Fp06Z8JdIU69ev9/cUceutt+LTn/70SqoqEKxeyA769Qvpe4Fg2ViRBuXP/uzPcOedd+Kuu+7C3/3d3+HLX/4y/v2///f48pe/fLLqBwC45ZZbMD097T979+49qeUJBAKBQCA4vViRBuWmm27Cxz/+cbz3ve8FAFx44YV46aWXcOutt+Laa6/FxMQEAODAgQPYvHmzf+7AgQO46KKLAAATExM4ePBg7r3dbhdHjhzxzxdRqVRQqVRWUlWBQCAQCARrGCvSoCwsLEDr/CNJksAYPkxo69atmJiYwP333++vz8zM4KGHHsL27dsBANu3b8fU1BQeeeQRf88DDzwAYwwuueSS426IQCAQCASCMwcr0qD86q/+Kv7oj/4I55xzDn72Z38Wjz76KP70T/8U1113HQBAKYUbbrgB//bf/lu86U1vwtatW/GJT3wCW7Zswbvf/W4AwM/8zM/gV37lV/DhD38Yt99+OzqdDj760Y/ive9977IieAQCgUAgEJz5WJGA8vnPfx6f+MQn8Du/8zs4ePAgtmzZgn/+z/85PvnJT/p7/tW/+leYn5/H9ddfj6mpKfziL/4ivv3tb6Narfp77rzzTnz0ox/FpZdeCq01rrrqKnzuc587ca0SCAQCgUCwprGiPCirBZIHRSAQCASCtYeTlgdFIBAIBAKB4FRABBSBQCAQCASrDiKgCAQCgUAgWHVYkZPsaoFzm+miA6w5DxqBQCAQCF6f6KIDIKzjS2FNCiiHDx8GAHwX3zzNNREIBAKBQLBSzM7OYmRkZMl71qSAsn79egDAnj17jtlAwYnBzMwMzj77bOzdu/eYnteCEwOh+amH0Pz0QOh+6nG6aE5EmJ2dXVbeszUpoLhstiMjI8LMpxjDw8NC81MMofmph9D89EDofupxOmi+XMWCOMkKBAKBQCBYdRABRSAQCAQCwarDmhRQKpUKPvWpT8kJx6cQQvNTD6H5qYfQ/PRA6H7qsRZoviZT3QsEAoFAIDizsSY1KAKBQCAQCM5siIAiEAgEAoFg1UEEFIFAIBAIBKsOIqAIBAKBQCBYdViTAsp/+S//Beeddx6q1SouueQSfP/73z/dVVqz+Ou//mv86q/+KrZs2QKlFO6+++7cdSLCJz/5SWzevBm1Wg07duzAs88+m7vnyJEjuPrqqzE8PIzR0VF88IMfxNzc3ClsxdrBrbfeir//9/8+hoaGsGnTJrz73e/GM888k7un2Wxi165d2LBhAwYHB3HVVVfhwIEDuXv27NmDnTt3ol6vY9OmTbjpppvQ7XZPZVPWDL7whS/grW99q09ItX37dnzrW9/y14XeJx+f/exnoZTCDTfc4H8Tup94/MEf/AGUUrnPBRdc4K+vOZrTGsNXv/pVKpfL9D/+x/+gp556ij784Q/T6OgoHThw4HRXbU3im9/8Jv2bf/Nv6Gtf+xoBoK9//eu565/97GdpZGSE7r77bvrBD35A//gf/2PaunUrNRoNf8+v/Mqv0Nve9jb6m7/5G/q///f/0hvf+EZ63/ved4pbsjZw+eWX0x133EFPPvkkPfbYY3TllVfSOeecQ3Nzc/6ej3zkI3T22WfT/fffT3/7t39L73jHO+gXfuEX/PVut0tvectbaMeOHfToo4/SN7/5TRobG6NbbrnldDRp1eN//+//Tf/n//wf+vGPf0zPPPMM/et//a+pVCrRk08+SURC75ON73//+3TeeefRW9/6Vvrd3/1d/7vQ/cTjU5/6FP3sz/4s7d+/338OHTrkr681mq85AeXnf/7nadeuXf57lmW0ZcsWuvXWW09jrc4MFAUUYwxNTEzQv/t3/87/NjU1RZVKhf7n//yfRET0wx/+kADQww8/7O/51re+RUopeuWVV05Z3dcqDh48SADowQcfJCKmb6lUoj//8z/39zz99NMEgHbv3k1ELFRqrWlyctLf84UvfIGGh4ep1Wqd2gasUaxbt47++3//70Lvk4zZ2Vl605veRPfeey/90i/9khdQhO4nB5/61KfobW97W99ra5Hma8rE02638cgjj2DHjh3+N601duzYgd27d5/Gmp2ZeOGFFzA5OZmj98jICC655BJP7927d2N0dBQXX3yxv2fHjh3QWuOhhx465XVea5iengYQDsB85JFH0Ol0cjS/4IILcM455+RofuGFF2J8fNzfc/nll2NmZgZPPfXUKaz92kOWZfjqV7+K+fl5bN++Xeh9krFr1y7s3LkzR19A+Pxk4tlnn8WWLVvwUz/1U7j66quxZ88eAGuT5mvqsMBXX30VWZbliAcA4+Pj+NGPfnSaanXmYnJyEgD60ttdm5ycxKZNm3LX0zTF+vXr/T2C/jDG4IYbbsA/+Af/AG95y1sAMD3L5TJGR0dz9xZp3q9P3DVBL5544gls374dzWYTg4OD+PrXv45t27bhscceE3qfJHz1q1/F3/3d3+Hhhx/uuSZ8fnJwySWX4Etf+hLe/OY3Y//+/fj0pz+Nf/gP/yGefPLJNUnzNSWgCARnEnbt2oUnn3wS3/3ud093Vc54vPnNb8Zjjz2G6elp/K//9b9w7bXX4sEHHzzd1TpjsXfvXvzu7/4u7r33XlSr1dNdndcNrrjiCv//W9/6VlxyySU499xz8Wd/9meo1WqnsWbHhzVl4hkbG0OSJD1exwcOHMDExMRpqtWZC0fTpeg9MTGBgwcP5q53u10cOXJE+mQJfPSjH8U999yDv/qrv8JZZ53lf5+YmEC73cbU1FTu/iLN+/WJuyboRblcxhvf+Ea8/e1vx6233oq3ve1t+E//6T8JvU8SHnnkERw8eBB/7+/9PaRpijRN8eCDD+Jzn/sc0jTF+Pi40P0UYHR0FD/90z+N5557bk3y+poSUMrlMt7+9rfj/vvv978ZY3D//fdj+/btp7FmZya2bt2KiYmJHL1nZmbw0EMPeXpv374dU1NTeOSRR/w9DzzwAIwxuOSSS055nVc7iAgf/ehH8fWvfx0PPPAAtm7dmrv+9re/HaVSKUfzZ555Bnv27MnR/IknnsgJhvfeey+Gh4exbdu2U9OQNQ5jDFqtltD7JOHSSy/FE088gccee8x/Lr74Ylx99dX+f6H7ycfc3Byef/55bN68eW3y+il3y32N+OpXv0qVSoW+9KUv0Q9/+EO6/vrraXR0NOd1LFg+Zmdn6dFHH6VHH32UANCf/umf0qOPPkovvfQSEXGY8ejoKP3FX/wFPf744/Rrv/ZrfcOMf+7nfo4eeugh+u53v0tvetObJMx4Efz2b/82jYyM0He+851cKODCwoK/5yMf+Qidc8459MADD9Df/u3f0vbt22n79u3+ugsFvOyyy+ixxx6jb3/727Rx40YJv1wEH//4x+nBBx+kF154gR5//HH6+Mc/Tkop+su//EsiEnqfKsRRPERC95OBG2+8kb7zne/QCy+8QP/v//0/2rFjB42NjdHBgweJaO3RfM0JKEREn//85+mcc86hcrlMP//zP09/8zd/c7qrtGbxV3/1VwSg53PttdcSEYcaf+ITn6Dx8XGqVCp06aWX0jPPPJN7x+HDh+l973sfDQ4O0vDwMP3Wb/0Wzc7OnobWrH70ozUAuuOOO/w9jUaDfud3fofWrVtH9Xqd/sk/+Se0f//+3HtefPFFuuKKK6hWq9HY2BjdeOON1Ol0TnFr1gauu+46Ovfcc6lcLtPGjRvp0ksv9cIJkdD7VKEooAjdTzx+/dd/nTZv3kzlcpne8IY30K//+q/Tc88956+vNZorIqJTr7cRCAQCgUAgWBxrygdFIBAIBALB6wMioAgEAoFAIFh1EAFFIBAIBALBqoMIKAKBQCAQCFYdREARCAQCgUCw6iACikAgEAgEglUHEVAEAoFAIBCsOoiAIhAIBAKBYNVBBBSBQCAQCASrDiKgCASCE4bzzjsPSqmez65duwAA73znO3uufeQjH8m9Y8+ePdi5cyfq9To2bdqEm266Cd1ud8lyjxw5gquvvhrDw8MYHR3FBz/4QczNzZ20dgoEgpOP9HRXQCAQnDl4+OGHkWWZ//7kk0/il3/5l/Ge97zH//bhD38Yn/nMZ/z3er3u/8+yDDt37sTExAS+973vYf/+/bjmmmtQKpXwx3/8x4uWe/XVV2P//v2499570el08Fu/9Vu4/vrrcdddd53gFgoEglMFOYtHIBCcNNxwww2455578Oyzz0IphXe+85246KKL8B//43/se/+3vvUtvOtd78K+ffswPj4OALj99ttx880349ChQyiXyz3PPP3009i2bRsefvhhXHzxxQCAb3/727jyyivx8ssvY8uWLSetfQKB4ORBTDwCgeCkoN1u4ytf+Qquu+46KKX873feeSfGxsbwlre8BbfccgsWFhb8td27d+PCCy/0wgkAXH755ZiZmcFTTz3Vt5zdu3djdHTUCycAsGPHDmit8dBDD52ElgkEglMBMfEIBIKTgrvvvhtTU1P4wAc+4H/7jd/4DZx77rnYsmULHn/8cdx888145pln8LWvfQ0AMDk5mRNOAPjvk5OTfcuZnJzEpk2bcr+laYr169cv+oxAIFj9EAFFIBCcFHzxi1/EFVdckTOxXH/99f7/Cy+8EJs3b8all16K559/Hueff/7pqKZAIFilEBOPQCA44XjppZdw33334UMf+tCS911yySUAgOeeew4AMDExgQMHDuTucd8nJib6vmNiYgIHDx7M/dbtdnHkyJFFnxEIBKsfIqAIBIITjjvuuAObNm3Czp07l7zvscceAwBs3rwZALB9+3Y88cQTOYHj3nvvxfDwMLZt29b3Hdu3b8fU1BQeeeQR/9sDDzwAY4wXgAQCwdqDRPEIBIITCmMMtm7dive973347Gc/639//vnncdddd+HKK6/Ehg0b8Pjjj+NjH/sYzjrrLDz44IMAOMz4oosuwpYtW3DbbbdhcnIS73//+/GhD33Ihxl///vfxzXXXIP7778fb3jDGwAAV1xxBQ4cOIDbb7/dhxlffPHFEmYsEKxhiAZFIBCcUNx3333Ys2cPrrvuutzv5XIZ9913Hy677DJccMEFuPHGG3HVVVfhG9/4hr8nSRLcc889SJIE27dvx2/+5m/immuuyeVNWVhYwDPPPINOp+N/u/POO3HBBRfg0ksvxZVXXolf/MVfxH/7b//t5DdWIBCcNIgGRSAQCAQCwaqDaFAEAoFAIBCsOoiAIhAIBAKBYNVBBBSBQCAQCASrDiKgCAQCgUAgWHUQAUUgEAgEAsGqgwgoAoFAIBAIVh1EQBEIBAKBQLDqIAKKQCAQCASCVQcRUAQCgUAgEKw6iIAiEAgEAoFg1UEEFIFAIBAIBKsO/x/wdyHZ/0rqUgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for freq in freqs:\n",
    "    if init:\n",
    "        download_data(freq)\n",
    "    fn = find_data(\"../data\", freq)\n",
    "    aD = RawData(str(fn))\n",
    "    aD.read(end=-1)\n",
    "    f,fd = aD.spectrum()\n",
    "    pl.figure()\n",
    "    pl.plot(f,np.abs(fd))\n",
    "    pl.xlabel(freq)\n",
    "    pl.figure()\n",
    "    tf,ext = aD.tfmap() \n",
    "    pl.imshow(np.abs(tf),extent=ext)\n",
    "    pl.xlabel(freq)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x137db58d0>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,fd = aD.spectrum()\n",
    "pl.plot(f,np.abs(fd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1472623d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf,ext = aD.tfmap() \n",
    "pl.imshow(np.abs(tf),extent=ext)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.11.3 ('venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "160761bc1a904adbbd606c3a9b02244365b1a540f860a2c66cbc5cbd24c54900"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
